Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
@san_sim lol Avila... It's simple, but I live in a pretty redneck area.. So it never gets pronounced correctly Mixed Abusive User Added
@samzbikowski some negro amigo pulled a gun on Nate and I a few weeks ago. I was STOKED!🔫🔫🔫 Mixed Hate Speech User Added
@samzbikowski chug ranch Mixed Safe User Added
@samzbikowski Cody is ALWAYS calling people "nigger". He's a fucking spaz! Mixed Hate Speech User Added
@samross58 it's parseltounge, not basilisk you fucking pussy. Get it right. Mixed Abusive User Added
@samistonge some fucking bitches 😂😂 Mixed Abusive User Added
@salsteelo @VictorLeaChavez that nigga Vic acting like he yellow bone with 15k followers and can't answer a nigga phone Mixed Abusive User Added
@salome110thebe1 whats good then bitch Ass nigga catch your phase Mixed Abusive User Added
@salome110thebe1 u calling me a pussy but your the one talking shit and making excuses after getting your ass beat stfu with the talking Mixed Abusive User Added
@salomanizor I'm a faggot :/ http://t.co/Gr627ldfaa Mixed Hate Speech User Added
@sajeffress tag me pussy ill fite u Mixed Abusive User Added
@sadiiex_ Lol shut up bitch..im alive! i just been going through it...but im good now Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph